Recomputing 2010 College Football Quarterback Efficiency Ratings
The traditional quarterback rating is not a perfect measure. The NFL formula is a messy, convoluted statistic that some argue places too much emphasis on completion percentages and touchdowns and not enough emphasis on yardage gained. Worse yet, the measure does not take into account yards gained (or lost) on the ground, masking the effectiveness of running QBs. The NCAA quarterback efficiency rating is more straightforward than its NFL counterpart, but it is subject to the same criticisms about completion percentage, touchdowns, and running yards. The NCAA formula is laid out below. For the NFL formula go here (warning, it is one nasty, ugly, intimidating formula).
Utah State sports economist David Berri devised a more intuitive formula that addresses some of the common criticisms lobbed at the passer efficiency rating. Berri calls his measure the QB Score and it looks like this:
QB Score = Total Yards - (3 x Plays) - (50 x Turnovers)
The traditional passer efficiency rating tends to take on a "more is better" approach: if players throw a bunch of TDs and hundreds of yards, they can get away with a fairly high turnover rate. Berri's measure has a different philosophy: if you generate yards and avoid turnovers, you will be rewarded. As we will see, comparing the two is an interesting endeavor.
In his book The Wages of Wins, Berri and several other economists break down several other player efficiency stats in a variety of sports. If you're interested in this topic, it's a worthwhile read.
Anyway, I was intrigued by his QB Score and decided to implement it on quarterbacks from the 2010 college football season. No matter how you crunch the numbers, Kellen Moore and Cam Newton were the two best quarterbacks in college football this year. After those two, things get more interesting when we compare QB score to passing efficiency (who else had never heard of Chandler Harnish?).
| Player | QB Score | Passing Efficiency |
| 1. Kellen Moore, Boise State | 1707 | 182.6 |
| 2. Cam Newton, Auburn | 1645 | 182 |
| 3. Colin Kaepernick, Nevada |
1432 | 150.5 |
| 4. Chandler Harnish, Northern Illinois | 1329 | 157.8 |
| 5. Andrew Luck, Stanford | 1310 | 170.2 |
After the jump I run the QB score for every quarterback in every conference and compare those score to traditional passing efficiency ratings. The results may surprise you...
Before we look at each conference, let's get a better intuition about how this measure differs from traditional efficiency. As you may have noticed from the top five in QB score, you can build up a decent QB score without having a spectacular passing efficiency rating. Those players simply take care of the ball and generate plenty of positive yardage. You can however, have a decent passing efficiency rating coupled with an awful QB score (and we'll see plenty of those). Those players tend to have turnover issues. Nothing hurts the QB score more than turnovers. Players who turn the ball over at high rates can have okay efficiency ratings, but they tend to have awful QB scores (see Jacory Harris).
Comparing the two scores with words and formulas is nice, but pictures really help tell the story. Let's look at a plot of QB scores plotted against passer efficiency ratings. The SBN-autosized image is a bit tough to read, so go here for a massive 1920x963 version. (Note: I only calculated QB Scores for quarterbacks with 75 or more passes).
The correlation between the two measures is strong, but not that strong (.690).
If we break it up into quadrants, we can see which types of QBs fall into which sections. Naturally, QBs want to be in the upper right and avoid the lower left. But whether it is preferable to be in the upper left or lower right is debatable. The QB score favors those in the lower right, while the passer efficiency rating favors those in the upper left.
Now, let's look at each conference starting with our own Pac-10:
| Pac-10 | ||
| Player | QB Score | Efficiency Rating |
| Andrew Luck, Stanford | 1310 | 170.2 |
| Darron Thomas, Oregon | 655 | 151.0 |
| Brock Osweiler, ASU | 480 | 133.4 |
| Matt Scott, Arizona | 227 | 150.9 |
| Nick Foles, Arizona | 175 | 140.9 |
| Jake Locker, UW | -38 | 124.2 |
| Kevin Riley, Cal | -168 | 140.7 |
| Matt Barkley, USC | -259 | 141.2 |
| Jeff Tuel, WSU | -324 | 133.3 |
| Richard Brehaut, UCLA | -500 | 110.2 |
| Ryan Katz, OSU | -534 | 126.4 |
| Brock Mansion, Cal | -574 | 86.0 |
| Kevin Prince, UCLA | -682 | 78.9 |
| Steven Threet, ASU | -1032 | 133.4 |
I'm not surprised to see Luck and Thomas at the top, but Brock Osweiler? He only saw substantial playing time in the final two games, but he's a perfect example of a guy with a solid QB Score and a so-so passing efficiency rating: he may not have a great completion percentage (56.9%), but he generates a lot of yardage (324 per game in his two starts) and didn't have a single turnover.
Another surprise is Matt Barkley. He had the third-highest efficiency rating, but he finished in the bottom half because he does not generate that much yardage and he throws a fair number of interceptions. He's much improved over last year, but he still has work to do.
If Kevin Riley had a functioning O-line, he probably could have finished in the top-5.
Even with a functioning O-line, Brock Mansion probably wouldn't finish in the top-5.
Here's a plot you can actually read because it has only the Pac-10 QBs. Kevin Riley and Matt Barkley are sitting on top of each other.
Now, for the rest of the conferences:
| ACC | ||
| Player | QB Score | Efficiency Rating |
| Tyrod Taylor, Virginia Tech | 1269 | 154.8 |
| TJ Yates, North Carolina | 488 | 145.5 |
| Danny O'Brien, Maryland | 86 | 134.5 |
| EJ Manuel, Florida St | 29 | 153.3 |
| Josh Nesbitt, Georgia Tech | -2 | 105.4 |
| Russell Wilson, NC State | -13 | 127.5 |
| Christian Ponder, Florida State | -173 | 135.7 |
| Stephen Morris, Miami | -570 | 124.0 |
| Kyle Parker, Clemson | -573 | 117.2 |
| Dave Shinskie, Boston College | -631 | 106.7 |
| Marc Verica, Virginia | -662 | 122.8 |
| Tanner Price, Wake Forest | -679 | 106.8 |
| Chase Rettig, Boston College | -848 | 105.5 |
| Sean Renfree, Duke | -1011 | 120.7 |
| Jacory Harris, Miami | -1327 | 116.6 |
Overall, these numbers are pretty bad. Except for Tyrod Taylor and TJ Yates, there was not a whole lot of good quarterbacking going on in the ACC last year.
Jacory Harris has the dubious honor of being the worst (by far) quarterback in the BCS conferences. He is an interception machine and that killed his QB score. A year ago this statement would have been inconceivable, but the 2011 QB battle at Miami should be fierce.
| Big 10 | ||
| Player | QB Score | Efficiency Rating |
| Dan Persa, Northwestern | 1102 | 159.0 |
| Denard Robinson, Michigan | 981 | 149.6 |
| Ricky Stanzi, Iowa | 919 | 157.6 |
| Scott Tolzien, Wisconsin | 641 | 165.9 |
| Terrelle Pryor, Ohio State | 502 | 157.9 |
| Ben Chappell, Indiana | 369 | 132.5 |
| Adam Weber, Minnesota | 225 | 129.9 |
| Nathan Scheelhaase, Illinois | 146 | 132.0 |
| Kirk Cousins, Michigan State | 55 | 150.7 |
| Tate Forcier, Michigan | -270 | 130.2 |
| Rob Henry, Purdue | -305 | 112.4 |
| Robert Bolden, Penn State | -370 | 118.5 |
| Robert Marve, Purdue | -419 | 113.0 |
| Matthew McGloin, Penn State | -480 | 128.5 |
| Sean Robinson, Purdue | -916 | 70.2 |
The Big Televen enjoyed a wealth of good quarterbacks last season. If he didn't throw so many interceptions, Denard Robinson would have taken the top spot.
I'm going to guess it was a pretty crappy year at Purdue.
| Big 12 | ||
| Player | QB Score | Efficiency Rating |
| Robert Griffin, Baylor | 1127 | 144.2 |
| Landry Jones, Oklahoma | 786 | 146.3 |
| Brandon Weeden, Ok St | 675 | 154.1 |
| Taylor Potts, Texas Tech | 478 | 141.1 |
| Taylor Martinez, Nebraska | 472 | 138.8 |
| Blaine Gabbert, Missouri | 306 | 127.0 |
| Jerome Tiller, Iowa State | 57 | 88.8 |
| Carson Coffman, KSU | 48 | 143.1 |
| Cody Hawkins, Colorado | 45 | 125.6 |
| Ryan Tannehill, Texas A&M | -41 | 137 |
| Jerrod Johnson, Texas A&M | -331 | 125.4 |
| Tyler Hansen, Colorado | -402 | 129.5 |
| Quinn Meacham, Kansas | -580 | 108.6 |
| Austen Arnaud, Iowa State | -689 | 116.2 |
| Jordan Webb, Kansas | -728 | 106.8 |
| Garrett Gilbert, Texas | -1049 | 111.0 |
Robert Griffin? I wasn't expecting that. It helps show that with the QB Score, more does not necessarily mean better. Landry Jones' 4718 yards and 38 TDs were not enough to secure the top spot.
LOLTEXAS, -1049
| Big East | ||
| Player | QB Score | Efficiency Rating |
| Geno Smith, West Virginia | 496 | 121.6 |
| Adam Froman, Louisville | 346 | 136.5 |
| Tino Sunseri, Pitt | 133 | 137.0 |
| Cody Endres, UConn | -59 | 129.4 |
| Justin Burkey, Louisville | -102 | 130.5 |
| Ryan Nassib, Syracuse | -177 | 124.2 |
| Bobby Eveld, South Florida | -255 | 107.6 |
| Tom Savage, Rutgers | -280 | 105.3 |
| Zach Fraser, UConn | -331 | 99.7 |
| Zach Collaros, Cincinnati | -508 | 137.5 |
| Chas Dodd, Rutgers | -521 | 126.8 |
| BJ Daniels, South Florida | -1077 | 120.3 |
Like the ACC, the Big East also had some pretty bad quarterbacking this season. It must be something in the water out there on the East Coast.
How South Florida won 8 games this year is beyond my comprehension.
| SEC | ||
| Player | QB Score | Efficiency Rating |
| Cam Newton, Auburn | 1645 | 182.0 |
| Greg McElroy, Alabama | 1106 | 169.0 |
| Aaron Murray, Georgia | 729 | 154.5 |
| Ryan Mallett, Arkansas | 630 | 163.7 |
| Mike Hartline, Kentucky | 482 | 146.4 |
| Chris Relf, Mississippi St | 360 | 141.0 |
| Jarrett Lee, LSU | 80 | 119.9 |
| Matt Simms, Tennessee | -118 | 129.3 |
| Stephen Garcia, South Carolina | -181 | 148.7 |
| Larry Smith, Vanderbilt | -296 | 94.3 |
| Tyler Bray, Tennessee | -486 | 142.7 |
| Jared Funk, Vanderbilt | -581 | 102.0 |
| Jeremiah Masoli, Ole Miss | -618 | 121.1 |
| Jordan Jefferson, LSU | -635 | 114.7 |
| Spencer Keith, Kentucky | -689 | 111.3 |
| John Brantley, Florida | -693 | 116.4 |
The SEC was stacked with good QBs last year.
Except at Florida.
Now, onto the non-BCS conferences and a bunch of QBs no one has ever heard of (except for the independents and a few exceptions from the MWC/WAC).
| Conference USA | ||
| Player | QB Score | Efficiency Rating |
| GJ Kinne, Tulsa | 857 | 144.3 |
| Austin Davis, Southern Miss | 790 | 134.1 |
| Jeffrey Godfrey, Central Florida | 355 | 154.3 |
| Kyle Padron, Southern Methodist | 136 | 137.4 |
| Bryan Ellis, Alabama-Birmingham | -139 | 130.5 |
| Ryan Griffin, Tulane | -208 | 144.7 |
| Dominique Davis, ECU | -356 | 134.0 |
| Trevor Vittatoe, UTEP | -482 | 122.4 |
| David Piland, Houston | -535 | 137.4 |
| Nick Fanuzzi, Rice | -574 | 128.8 |
| Ryan Williams, Memphis | -613 | 124.9 |
| Brian Anderson, Marshall | -1095 | 117.7 |
| Independents | ||
| Player | QB Score | Efficiency Rating |
| Ricky Dobbs, Navy | 346 | 160.8 |
| Trent Steelman, Army | 276 | 129.1 |
| Dayne Crist, Notre Dame | 19 | 129.3 |
| Tommy Rees, Notre Dame | -624 | 132.0 |
Army and Navy did pretty well this year. The same cannot be said of Notre Dame.
| Mid-American Conference | ||
| Player | QB Score | Efficiency Rating |
| Chandler Harnish, Northern Illinois | 1329 | 157.8 |
| Austin Boucher, Miami-Ohio | 121 | 132.6 |
| Alex Carder, Western Michigan | 59 | 140.6 |
| Terrance Owens, Toledo | 34 | 143.8 |
| Chester Stewart, Temple | -384 | 108.1 |
| Mike Gerardi, Temple | -460 | 140.0 |
| Aaron Pankratz, Bowling Green | -513 | 106.3 |
| Austin Dantin, Toledo | -539 | 124.7 |
| Zac Dysert, Miami-Ohio | -633 | 129.2 |
| Alex Gillett, Eastern Michigan | -775 | 122.7 |
| Alex Zordich, Buffalo | -790 | 70.5 |
| Ryan Radcliff, Central Michigan | -887 | 125.8 |
| Matt Schilz, Bowling Green | -1304 | 109.6 |
| Boo Jackson, Ohio | -1439 | 136.2 |
| Patrick Nicely, Akron | -1513 | 95.3 |
| Jerry Davis, Buffalo | -1593 | 104 |
| Keith Wanning, Ball State | -2531 | 111.3 |
Chandler Harnish quietly put together a spectacular season with 2530 yards, 8.66 yards per attempt, 64.7% completion, 25 TDs, and only 5 interceptions. He also ran for 836 yards and 5 TDs. Look for Harnish to have a spectacular senior season in 2011.
It looks like Buffalo has not exactly adjusted well to the post-Zach Maynard era.
Keith Wanning managed to top Jacory Harris and secure the nation's worst QB Score. He threw for 1373 yards, 5.84 ypa, 54.5%, 14TDs and 14 interceptions. Ouch.
| Mountain West Conference | ||
| Player | QB Score | Efficiency Rating |
| Andy Dalton, TCU | 1186 | 166.5 |
| Tim Jefferson, Air Force | 414 | 141.9 |
| Ryan Lindley, San Diego St | 379 | 149.4 |
| Terrance Cain, Utah | 125 | 141.5 |
| Jordan Wynn, Utah | -128 | 139.9 |
| Austyn Carta-Samuels, Wyoming | -213 | 123.3 |
| Stump Godfrey, New Mexico | -222 | 117.5 |
| Jake Heaps, BYU | -385 | 116.2 |
| Omar Clayton, UNLV | -478 | 118.6 |
| Tarean Austin, New Mexico | -497 | 84.5 |
| BR Holbrook, UNM | -689 | 92.1 |
| Pete Thomas, Colorado State | -809 | 124.5 |
Andy Dalton towered above the rest of the MWC. TCU is going to miss him next year.
| Sun Belt | ||
| Player | QB Score | Efficiency Rating |
| Ryan Aplin, Arkansas St | 123 | 133.3 |
| Riley Dodge, North Texas | 100 | 134.1 |
| Chris Masson, Louisiana-Monroe | -15 | 116.8 |
| Kawayn Jakes, Western Kentucky | -171 | 106.9 |
| Corey Robinson, Troy | -283 | 137.9 |
| Logan Kilgore, Middle Tennessee St | -459 | 119.1 |
| Kolton Browning, Louisiana-Monroe | -510 | 128 |
| Blaine Gautier, Louisiana-Lafayette | -568 | 100.1 |
| Jeff Van Camp, Florida Atlantic | -737 | 128.0 |
| Wesley Carroll, Florida International | -757 | 128.4 |
| Dwight Dasher, Middle Tennessee St | -1786 | 103.2 |
I didn't even know which conference most of these schools were in.
| Western Athletic Conference | ||
| Player | QB Score | Efficiency Rating |
| Kellen Moore, Boise St | 1707 | 182.6 |
| Colin Kaepernick, Nevada | 1432 | 150.5 |
| Matt Christian, New Mexico St | 390 | 106.2 |
| Ryan Colburn, Fresno St | 177 | 144.9 |
| Ross Jenkins, Louisiana Tech | -19 | 126.8 |
| Bryant Moniz, Hawaii | -330 | 159.1 |
| Colby Cameron, Lousiana Tech | -592 | 94.5 |
| Andrew Manley, New Mexico St | -785 | 86.8 |
| Nathan Enderle, Idaho | -894 | 123.4 |
| Diondren Borel, Utah State | -912 | 109.7 |
| Jordan La Secla, San Jose St | -929 | 125.8 |
Last and certainly not least is Kellen Moore, the nation's most efficient QB no matter how you spin the numbers. Colin Kaepernick received a nice boost form the QB score for running wild on most of his opponents.
And there you have it, the QB Scores for 155 of the nation's quarterbacks. In many cases players had a decent efficiency rating paired with a sub-par QB Score. Rarer were those with a decent QB Score and a mediocre efficiency rating. Want to defend on rating and critique the other? Did your favorite QB do better or worse than you expected? Let us know in the comments.
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Comments
Poor UCLA. I mean we were only treated to 3 games of the Brock Mansion show – but they had Kevin Prince the entire season.
Ugh.
Thank you for exposing me to this new statistic, interesting post.
Also, I don’t think Ryan Aplin from Arkansas State is in the SEC.
West Coast bias strikes again!
Thanks, fixed. It looks like Aplin tops the Sun Belt conference.
"Some people watch adult videos on their computer - I go to YouTube and watch Jahvid Best highlight clips. That’s what gets me going."- Jim Schwartz, Detroit Lions head coach
by Berkelium97 on Feb 23, 2011 10:06 AM PST up reply actions
I used R, which is a free, open-source program widely used in statistics. Instead of creating a normal graph with dots or circles to represent points, I fed it the list of names which matched up with the coordinates. And voila, names in the graphs!
"Some people watch adult videos on their computer - I go to YouTube and watch Jahvid Best highlight clips. That’s what gets me going."- Jim Schwartz, Detroit Lions head coach
by Berkelium97 on Feb 23, 2011 10:13 AM PST up reply actions
Awesome!
Really is interesting but I wish we had a score that combines both the passer rating and QB score… Hmm
BTW according to the Wiki article Aaron Rodgers has the best NFL QB Rating this season. Hell yea!
In other words, Go Bears!
The SEC was stacked
with good QBs last year.
Except at Florida
QB efficiency rating haiku ftw.
"Let me tell you a story. I was a political prisoner for two years. The instant I was released I ran to McDonald's. I had a Big Mac and a Coke.
It was fantastic."
-Toyama Koichi, US Presidential candidate from Japan
http://www.youtube.com/watch?v=uGZqOkeYbB0
Technically, but Kerouac made a pretty convincing argument that the 5-7-5 convention is best applied to strictly Japanese haiku so it’s not necessarily worth counting syllables in Western haiku. Really the those three lines just struck me as having a nicely unintentional haiku-like format so I thought I’d run with the idea.
"Let me tell you a story. I was a political prisoner for two years. The instant I was released I ran to McDonald's. I had a Big Mac and a Coke.
It was fantastic."
-Toyama Koichi, US Presidential candidate from Japan
http://www.youtube.com/watch?v=uGZqOkeYbB0
by AERose on Feb 23, 2011 1:33 PM PST up reply actions 1 recs
Beyond being potentially a better metric just in terms of what it measures, I like QB Score because it’s scaled to be more interesting and relate-able to the fan. With the NCAA QB rating it looks like everybody is a hot-shot with efficiencies over 100. Granted, that’s because it has the same name as the NFL QB rating but with a different calculation. But you don’t really get a good sense of what it means and what kind of variation there really is.
With QB score you’ve got guy in the 1,000s and guys in the negative 1,000s. Makes it very clear who is playing well and who isn’t (comparatively, at least). How you scale statistics can be just as important as what they measure sometimes.
The #1 greatest threat to America: BEARS
Beautiful.
I appreciate the work, and signed up just to (rightly) polish your apples.
SBN could use a lot more effort like this.
"Imagination was given to man to compensate him for what he is not; a sense of humor to console him for what he is." -Sir Francis Bacon
by Stuck in the Plains on Feb 23, 2011 12:26 PM PST reply actions
Agreed - very nice work
Especially considering you took into account all conferences, and not just the Pac 10. For my own part, as a Wildcat, it’s good to see a good showing by both Foles and Scott. For you guys, if I recall correctly, one of the Bay Area papers I read suggested Tedford was taking over the QB training or taking more of a hand in it next fall, which should be good all around for you (and the conference as a whole). I’d like to see more Pac 12 teams ranked and more Pac 12 teams in bowl games next winter.
I'd rather be surfing.
by Pac 10 Alum on Feb 23, 2011 1:43 PM PST up reply actions
Nice work!
I’m taking a DeCal on sabermetrics (along with FrankCohen, I might add), so it’s cool to see some new stats for football. It seems to me that the NCAA passer rating formula overvalues TDs, and QB score corrects for that by treating all yards gained equally and penalizes mainly for turnovers. Seems a lot like the sabermetric train of thought in baseball where getting on base is most important, and making outs is never productive.
San Francisco Giants: 2010 World Series Champions!
Please fix Chandler Harnish...
It’s NIU not NIE.
Sad thing is the media usually confuses us with UNI (University of Northern Iowa).
Thanks for making HUSKIE fans day though!
Hopefully everyone into college football will know his name after 9/17/11!
Can you show a sample QB score calculation from 2010?
When I run the numbers I keep getting a higher QB score.

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